Gee Miguel

Gee Miguel Freelancer | AI and Automation Expert

Forget worrying about school safety because the new AI surveillance will flag threats for you. Maraming magulang ang mab...
18/12/2025

Forget worrying about school safety because the new AI surveillance will flag threats for you. Maraming magulang ang mababahala kapag nakita nila na awtomatikong nagdedesisyon ang makina sa seguridad ng paaralan. A Washington Post report describes an AI system that flagged what it thought was a firearm but was actually a clarinet, prompting a school lockdown and dozens of frightened students. The vendor said trained employees review alerts before dispatch and that they prefer to err on the side of action to avoid missing a real shooter. Parents and commentators worry about false positives, accountability, and the risk that overreaction could harm students. Pero hindi pa rin natin dapat kalimutan ang pagmamatyag ng tao kasi mas mapanganib ang maling alarma sa mga bata.

Marami ang nagtatanong, 'legit ba talaga ang WFH?' O baka puro lang 'yan hype?Para sa mga nasa remote work setup, may ma...
18/12/2025

Marami ang nagtatanong, 'legit ba talaga ang WFH?' O baka puro lang 'yan hype?

Para sa mga nasa remote work setup, may mas malalim na realization dyan kaysa sa perks lang. Hindi lang ito tungkol sa convenience. Ito ay tungkol sa pagkuha ng kontrol sa oras mo, para makapag-laan ka ng quality time sa pamilya, at makapag-pursue ng ibang passion. Pero tandaan, hindi ito instant at kailangan ng diskarte.

Para makahanap ng swak sa'yo:
• Invest in Skills: Focus sa in-demand skills, lalo na sa AI at automation. Libreng workshops? Grab mo.
• Build Your Value: Palakasin ang portfolio at resume. Ito ang magiging boses mo sa harap ng clients.
• Prioritize Growth: Hindi lang about sa sahod, kundi sa pagiging mas magaling sa ginagawa mo.

Ang WFH setup ay parang sarili mong negosyo. Ikaw ang CEO. Gawing matatag ang pundasyon mo.

Forget paying for slow models because the new Gemini 3 Flash will do it for you. Marami ang magugulat sa bilis at presyo...
18/12/2025

Forget paying for slow models because the new Gemini 3 Flash will do it for you. Marami ang magugulat sa bilis at presyo nito. Google says Gemini 3 Flash delivers near Pro level accuracy while cutting latency and cost, with API pricing at $0.50 per million input tokens and $3.00 per million output tokens and claims about 30 percent fewer tokens used than prior Pro runs. Benchmarks show large gains on niche factual tests like SimpleQA where Flash jumped toward 69 percent, but there are also notes about higher hallucination rates and privacy questions around defaults. Pero hindi pa rin natin dapat kalimutan ang pagbabantay ng tao kasi may mga sitwasyon na kailangan ang paghusga ng tao.

Stop trusting influencer metrics because the new AI phone farms can fake them at scale. Marami ang mabibigla kapag nalam...
18/12/2025

Stop trusting influencer metrics because the new AI phone farms can fake them at scale. Marami ang mabibigla kapag nalaman nilang artipisyal lang ang maraming viral accounts. A hacker leak shows Doublespeed, a startup supported by a16z, running a phone farm that creates AI generated influencer accounts on TikTok to promote gambling, affiliate links, and low effort videos. The vulnerability was reportedly reported to the company on October 31 and the HN thread gathered 221 points and 122 comments raising legal and ethical concerns. It offers cheap reach for customers but invites platform bans, fraud claims, and reputational damage. Pero hindi rin dapat natin tigilan ang marketing kasi may mga lehitimong paraan para makatulong sa negosyo at protektahan ang publiko.

Stop replacing junior developers because the new AI cannot grow your future senior engineers. Marami sa mga kumpanya ang...
18/12/2025

Stop replacing junior developers because the new AI cannot grow your future senior engineers. Marami sa mga kumpanya ang nakakalimutang mag-invest sa pag-develop ng mga bagong talento. AWS's CEO called replacing junior devs with AI "one of the dumbest ideas" and argued juniors are often the most able to use AI tools, are cost effective, and form the talent pipeline companies need. Hacker News comments split between productivity gains and fears of deskilling, technical debt, and a lost apprenticeship system. Pero hindi pa rin natin dapat kalimutan ang pagyamanin ang talent pipeline kasi mawawalan tayo ng senior engineers sa hinaharap.

Stop replacing junior developers because the new AI handles coding faster. Maraming kumpanya ang tumitingin sa AI bilang...
17/12/2025

Stop replacing junior developers because the new AI handles coding faster. Maraming kumpanya ang tumitingin sa AI bilang shortcut para magbawas ng gastos at manpower. AWS's CEO called replacing junior devs with AI 'one of the dumbest ideas,' arguing that juniors are inexpensive, adapt quickly to AI tools, and represent the future hiring pipeline. A heated Hacker News thread gathered around 300 points and 160 plus comments debating whether AI accelerates learning or causes deskilling, with concerns about mentorship, long term quality, and false short term savings. Pero hindi rin dapat natin tigilan ang pag-hire ng mga junior kasi sila ang nagpapalago ng susunod na henerasyon ng mga developer.

Forget writing tests manually because the new AI will do proofs for you. Hindi pa sanay ang karamihan sa ganitong workfl...
17/12/2025

Forget writing tests manually because the new AI will do proofs for you. Hindi pa sanay ang karamihan sa ganitong workflow, pero nakakapanibago ito para sa maraming developer. Martin Kleppmann argues that LLMs combined with proof assistants can automate specification and proof writing, lowering the cost barrier for verification outside niche projects. For context, seL4 was about 8,700 lines of C and required roughly 200,000 lines of Isabelle proofs and about 20 person years to verify, which shows why automation would be transformative. Pero hindi pa rin natin dapat kalimutan ang manwal na pagdidisenyo kasi may mga detalye na mas maganda pa ring gawin ng tao.

Feeling uneasy with a client? Your gut might be right.Minsan, may mga subtle signs na sinasabi sayo ang client na “papun...
17/12/2025

Feeling uneasy with a client? Your gut might be right.

Minsan, may mga subtle signs na sinasabi sayo ang client na “papunta na tayo sa dulo.” Hindi mo naman kailangan hantayin na mawalan ka completely ng project. May mga indicators along the way na pwede mong bantayan para makapag-prepare.

• Less communication: Kung dati active sila sa pagbibigay updates at projects, tapos biglang nanahimik o nagiging late ang replies.
• Reduced involvement: Hindi ka na masyado ini-include sa new projects or planning sessions na dati ka namang kasama.
• Inconsistent workflow: Biglang pabugso-bugso ang trabaho, hindi na consistent ang volume compared sa dati.
• Delay in payments or vague answers about future work: Kung nagsisimula na magka-problema sa sahod o hindi na sila klaro sa plans for next quarter.

Instead of waiting, act on these red flags. Start reaching out to other prospects, update your portfolio, or network. Being proactive lessens the blow. Stay sharp, kuya.

Forget manual code review because the new AI can prove your code correct for you. Maraming kumpanya ang hindi pa handa a...
17/12/2025

Forget manual code review because the new AI can prove your code correct for you. Maraming kumpanya ang hindi pa handa agad tumigil sa tradisyunal na pagrepaso kaya kailangan ng maingat na pag-aampon. The article argues that recent LLM advances let models generate formal specifications and even proof scripts, making verification far cheaper and more accessible for things like smart contracts, cryptography, and safety critical systems. It explains how agents can use test suites, compilers, and proof assistants to close the loop and reduce human toil, while also noting hard limits: you still need precise specifications, stable APIs, and care around hallucinations. Pero hindi pa rin natin dapat kalimutan ang pangangasiwa ng tao kasi may mga desisyon at konteksto na mas maayos na ginagawa ng tao.

Forget relying on messy tests because the new AI will write formal proofs and check your code for you. Maraming develope...
17/12/2025

Forget relying on messy tests because the new AI will write formal proofs and check your code for you. Maraming developer ang hindi pa sanay sa formal verification kaya nakakapanibago ang ideyang ito para sa iba. Martin Kleppmann argues that modern LLMs can generate proof scripts, property tests, and checkable certificates that a proof checker can validate, lowering the labor barrier that kept formal methods niche. He points to past efforts like seL4 (8,700 lines of C with about 200,000 lines of Isabelle proofs and ~20 person-years) as the old cost, and suggests current models plus proof assistants (Lean, Dafny, Kani) make smaller-scale verification practical. Critics warn that writing correct specs is hard, requirements change, and AI hallucinations and the problem of "verifying the verifier" remain real obstacles. Pero hindi pa rin natin dapat kalimutan ang pagsusuri ng tao kasi may mga requirement at konteksto na hindi kayang hulaan ng AI.

Forget manual QA because the new AI can write proofs that check your code for you. Marami ang magugulat na may AI na kay...
17/12/2025

Forget manual QA because the new AI can write proofs that check your code for you. Marami ang magugulat na may AI na kayang magsulat at magsuri ng pormal na mga patakaran sa code. Martin Kleppmann argues that LLMs plus proof assistants and automated tests could make verification feel as routine as linters and CI. Historically seL4 required about 20 person years and 200,000 lines of proof to verify 8,700 lines of C, a cost AI could help reduce by automating proof generation and checking. Proponents say this could embed specs into IDEs and CI, while skeptics warn about hallucinations, the hard work of writing correct specs, shifting requirements, and economic incentives. Pero hindi pa rin natin dapat kalimutan ang pagsusuri ng requirements kasi kung mali ang spec, kahit patunayan ng AI ay mali pa rin ang ginagawa.

Is your 'efficient' remote setup silently burning out your team? Madalas, we chase speed and output, only to find our pe...
16/12/2025

Is your 'efficient' remote setup silently burning out your team? Madalas, we chase speed and output, only to find our people tired. The real game-changer isn't just *more* automation, it's *smarter* automation coupled with clear processes. This is crucial especially for freelancers and remote teams here in the Philippines.

Here's how to build sustainable workflows:
• Focus on Mental Load: Use tools like Zapier or Notion to offload cognitive tasks, not just repetitive ones. Think about the decisions an AI can make for you.
• SOPs That Stick: Design Standard Operating Procedures (SOPs) around human-AI collaboration. Make them easy to access, update, and follow.
• Clear Ownership & Accountability: Even with automation, define who owns what. When tasks are automated, the *oversight* and *improvement* of that automation become key roles.
• Long-Term Sustainability: Build systems that reduce friction and improve clarity, ensuring your team isn't just fast, but also resilient.

Automation should empower, not exhaust. Start by mapping out your most draining tasks and see where smart systems can genuinely help.

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